Identifying Technology Spillovers and Product Market Rivalry
Abstract
The impact of R&D on growth through spillovers has been a major topic of economic research over the last thirty years. A central problem in the literature is that firm performance is affected by two countervailing “spillovers” : a positive effect from technology (knowledge) spillovers and a negative business stealing effects from product market rivals. We develop a general framework incorporating these two types of spillovers and implement this model using measures of a firm's position in technology space and productmarket space. Using panel data on U.S. firms, we show that technology spillovers quantitatively dominate, so that the gross social returns to R&D are at least twice as high as the private returns. We identify the causal effect of R&D spillovers by using changes in federal and state tax incentives for R&D. We also find that smaller firms generate lower social returns to R&D because they operate more in technological niches. Finally, we detail the desirable properties of an ideal spillover measure and how existing approaches, including our new Mahalanobis measure, compare to these criteria.
Citing Literature
Number of times cited according to CrossRef: 321
- Elias Einiö, Henry G. Overman, The effects of supporting local business: Evidence from the UK, Regional Science and Urban Economics, 10.1016/j.regsciurbeco.2019.103500, (103500), (2020).
- Mehmet Ugur, Sefa Awaworyi Churchill, Hoang M. Luong, What do we know about R&D spillovers and productivity? Meta-analysis evidence on heterogeneity and statistical power, Research Policy, 10.1016/j.respol.2019.103866, 49, 1, (103866), (2020).
- Sheng-Syan Chen, Yan-Shing Chen, Woan-lih Liang, Yanzhi Wang, Public R&D spending and cross-sectional stock returns, Research Policy, 10.1016/j.respol.2019.103887, 49, 1, (103887), (2020).
- María Teresa Ballestar, Ángel Díaz-Chao, Jorge Sainz, Joan Torrent-Sellens, Knowledge, robots and productivity in SMEs: Explaining the second digital wave, Journal of Business Research, 10.1016/j.jbusres.2019.11.017, 108, (119-131), (2020).
- Hiroyasu Inoue, Hiroyasu Inoue, Community of Establishment Networks, Co-patenting: An Analytic Tool for Cooperative Research and Development, 10.1007/978-4-431-54807-2_6, (83-92), (2020).
- Phuong-Anh Nguyen, Ambrus Kecskés, Do technology spillovers affect the corporate information environment?, Journal of Corporate Finance, 10.1016/j.jcorpfin.2020.101581, (101581), (2020).
- Bo Zhao, Rosemarie Ziedonis, State governments as financiers of technology startups: Evidence from Michigan's R&D loan program, Research Policy, 10.1016/j.respol.2020.103926, 49, 4, (103926), (2020).
- Joseph Raffiee, Heejung Byun, Revisiting the Portability of Performance Paradox: Employee Mobility and the Utilization of Human and Social Capital Resources, Academy of Management Journal, 10.5465/amj.2017.0769, 63, 1, (34-63), (2020).
- Alexey Zabolotsky, Particle colliders market development and evolution models, SN Applied Sciences, 10.1007/s42452-020-2164-y, 2, 3, (2020).
- Ioanna Bardaka, Ioannis Bournakis, Georgia Kaplanoglou, Total factor productivity (TFP) and fiscal consolidation: How harmful is austerity?, Economic Modelling, 10.1016/j.econmod.2020.02.032, (2020).
- Stefano H. Baruffaldi, Markus Simeth, Patents and knowledge diffusion: The effect of early disclosure, Research Policy, 10.1016/j.respol.2020.103927, 49, 4, (103927), (2020).
- Gustavo Crespi, Lucas Figal Garone, Alessandro Maffioli, Ernesto Stein, Public support to R&D, productivity, and spillover effects: Firm-level evidence from Chile, World Development, 10.1016/j.worlddev.2020.104948, 130, (104948), (2020).
- Nicholas Bloom, Charles I. Jones, John Van Reenen, Michael Webb, Are Ideas Getting Harder to Find?, American Economic Review, 10.1257/aer.20180338, 110, 4, (1104-1144), (2020).
- Albrecht Glitz, Erik Meyersson, Industrial Espionage and Productivity, American Economic Review, 10.1257/aer.20171732, 110, 4, (1055-1103), (2020).
- Cui Hu, Yong Tan, Learning to import from neighbors, China Economic Review, 10.1016/j.chieco.2020.101455, (101455), (2020).
- Leonie Koch, Martin Simmler, How important are local knowledge spillovers of public R&D and what drives them?, Research Policy, 10.1016/j.respol.2020.104009, 49, 7, (104009), (2020).
- Mario Samano, Marc Santugini, Long-Run Market Configurations in a Dynamic Quality-Ladder Model with Externalities, Journal of Economic Dynamics and Control, 10.1016/j.jedc.2020.103943, (103943), (2020).
- Luigi Aldieri, Bruna Bruno, Luigi Senatore, Concetto Paolo Vinci, The future of pharmaceuticals industry within the triad: The role of knowledge spillovers in innovation process, Futures, 10.1016/j.futures.2020.102600, 122, (102600), (2020).
- Spyros Arvanitis, Florian Seliger, Martin Woerter, Knowledge Spillovers, Competition and Innovation Success, Oxford Bulletin of Economics and Statistics, 10.1111/obes.12365, 82, 5, (1017-1041), (2020).
- Bryan S. Graham, Network data, , 10.1016/bs.hoe.2020.05.001, (2020).
- Timothy Kam, Tina Kao, Yingying Lu, Political dynamics, public goods and private spillovers, Journal of Economic Behavior & Organization, 10.1016/j.jebo.2020.06.007, 177, (237-254), (2020).
- Xiafei Li, Di Luo, Increase in cash holdings of U.S. firms: The role of healthcare and technology industries, Journal of Business Research, 10.1016/j.jbusres.2020.06.034, 118, (286-298), (2020).
- Marie‐Laure Cabon‐Dhersin, Romain Gibert, R&D cooperation, proximity and distribution of public funding between public and private research sectors, The Manchester School, 10.1111/manc.12340, 88, 6, (773-800), (2020).
- Wenxin Huang, Sainan Jin, Peter C.B. Phillips, Liangjun Su, Nonstationary panel models with latent group structures and cross-section dependence, Journal of Econometrics, 10.1016/j.jeconom.2020.05.003, (2020).
- Jing Fang, Hui He, Nan Li, China's rising IQ (Innovation Quotient) and growth: Firm-level evidence, Journal of Development Economics, 10.1016/j.jdeveco.2020.102561, (102561), (2020).
- Cheng-Huei Chiao, Bin Qiu, Bin Wang, Corporate innovation in a world of common ownership, Managerial Finance, 10.1108/MF-12-2019-0623, ahead-of-print, ahead-of-print, (2020).
- Yatang Lin, Yu Qin, Zhuan Xie, Does foreign technology transfer spur domestic innovation? Evidence from the high-speed rail sector in China, Journal of Comparative Economics, 10.1016/j.jce.2020.08.004, (2020).
- Katie Moon, Giorgo Sertsios, Endogenous Operating Leverage: Foreign Labor Protection and Corporate Restructuring, SSRN Electronic Journal, 10.2139/ssrn.3631536, (2020).
- Andrea Ascani, Luisa Gagliardi, Asymmetric spillover effects from MNE investment, Journal of World Business, 10.1016/j.jwb.2020.101146, 55, 6, (101146), (2020).
- Brian Lucking, Nicholas Bloom, John Van Reenen, Have R&D Spillovers Declined in the 21st Century?, Fiscal Studies, 10.1111/1475-5890.12195, 40, 4, (561-590), (2020).
- D. Daniel Keum, Innovation, short‐termism, and the cost of strong corporate governance, Strategic Management Journal, 10.1002/smj.3216, 0, 0, (2020).
- Mariarosaria Agostino, Marco R. Di Tommaso, Annamaria Nifo, Lauretta Rubini, Francesco Trivieri, Institutional quality and firms’ productivity in European regions, Regional Studies, 10.1080/00343404.2020.1712689, (1-14), (2020).
- Sonja Lück, Benjamin Balsmeier, Florian Seliger, Lee Fleming, Early Disclosure of Invention and Reduced Duplication: An Empirical Test, Management Science, 10.1287/mnsc.2019.3521, (2020).
- Jianping Qi, Ninon K. Sutton, Qiancheng Zheng, The value of innovation and the spillover effect on alliance partners, Review of Quantitative Finance and Accounting, 10.1007/s11156-020-00879-9, (2020).
- Seong K. Byun, Jong-Min Oh, Han Xia, Incremental vs. Breakthrough Innovation: The Role of Technology Spillovers, Management Science, 10.1287/mnsc.2019.3507, (2020).
- Thomas Grebel, Lionel Nesta, Competition and private R&D investment, PLOS ONE, 10.1371/journal.pone.0232119, 15, 5, (e0232119), (2020).
- Carla Martínez-Climent, Leonardo Mastrangelo, Domingo Ribeiro-Soriano, The knowledge spillover effect of crowdfunding, Knowledge Management Research & Practice, 10.1080/14778238.2020.1768168, (1-11), (2020).
- Petros Gkotsis, Antonio Vezzani, The price tag of technologies and the ‘unobserved’ R&D capabilities of firms, Economics of Innovation and New Technology, 10.1080/10438599.2020.1799141, (1-23), (2020).
- JANE BOURKE, FRANK CROWLEY, JUSTIN DORAN, ANTHONY McDONNELL, AN ANALYSIS OF MANAGEMENT PRACTICES ACROSS FIRM OWNERSHIP: THE CASE OF STANDALONE DOMESTIC FIRMS, DOMESTIC GROUPS AND MULTINATIONAL ENTERPRISES, International Journal of Innovation Management, 10.1142/S1363919621500304, (2150030), (2020).
- Sijie Feng, The proximity of ideas: An analysis of patent text using machine learning, PLOS ONE, 10.1371/journal.pone.0234880, 15, 7, (e0234880), (2020).
- Lili Dai, Rui Shen, Bohui Zhang, Does the media spotlight burn or spur innovation?, Review of Accounting Studies, 10.1007/s11142-020-09553-w, (2020).
- Gregory Robson, The rationality of political experimentation, Politics, Philosophy & Economics, 10.1177/1470594X20949937, (1470594X2094993), (2020).
- Bronwyn H Hall, Georg von, Christian Helmers, Technology entry in the presence of patent thickets, Oxford Economic Papers, 10.1093/oep/gpaa034, (2020).
- Tristan Fitzgerald, Benjamin Balsmeier, Lee Fleming, Gustavo Manso, Innovation Search Strategy and Predictable Returns, Management Science, 10.1287/mnsc.2019.3480, (2020).
- M. Cecilia Bustamante, Laurent Frésard, Does Firm Investment Respond to Peers’ Investment?, Management Science, 10.1287/mnsc.2020.3695, (2020).
- Samuli Leppälä, Innovation, R&D Spillovers, and the Variety and Concentration of the Local Industry Structure*, The Scandinavian Journal of Economics, 10.1111/sjoe.12368, 122, 3, (1231-1255), (2019).
- Yan Li, Yutao Li, The effect of trade secrets protection on disclosure of forward‐looking financial information, Journal of Business Finance & Accounting, 10.1111/jbfa.12418, 47, 3-4, (397-437), (2019).
- Luigi Aldieri, Maxim Kotsemir, Concetto Paolo Vinci, The role of environmental innovation through the technological proximity in the implementation of the sustainable development, Business Strategy and the Environment, 10.1002/bse.2382, 29, 2, (493-502), (2019).
- Grega Smrkolj, Florian Wagener, Research among Copycats: R&D, Spillovers, and Feedback Strategies, International Journal of Industrial Organization, 10.1016/j.ijindorg.2019.02.002, (2019).
- Laurent Cavenaile, Pau Roldan, Advertising, Innovation and Economic Growth, SSRN Electronic Journal, 10.2139/ssrn.3330521, (2019).
- Xavier Vives, Common Ownership, Market Power, and Innovation, International Journal of Industrial Organization, 10.1016/j.ijindorg.2019.102528, (102528), (2019).
- Luisa Gagliardi, The impact of foreign technological innovation on domestic employment via the industry mix, Research Policy, 10.1016/j.respol.2019.03.005, (2019).
- Jacquelyn Pless, Are 'Complementary Policies' Substitutes? Evidence from R&D Subsidies in the UK, SSRN Electronic Journal, 10.2139/ssrn.3379256, (2019).
- Etienne Billette de Villemeur, Bruno Versaevel, One Lab, Two Firms, Many Possibilities: on R&D outsourcing in the biopharmaceutical industry, Journal of Health Economics, 10.1016/j.jhealeco.2019.01.002, (2019).
- Luigi Aldieri, Fabio Carlucci, Andrea Cirà, Giuseppe Ioppolo, Concetto Paolo Vinci, Is green innovation an opportunity or a threat to employment? An empirical analysis of three main industrialized areas: The USA, Japan and Europe, Journal of Cleaner Production, 10.1016/j.jclepro.2019.01.016, (2019).
- Daniel Andrei, William Mann, Nathalie Moyen, Why Did the q Theory of Investment Start Working?, Journal of Financial Economics, 10.1016/j.jfineco.2019.03.007, (2019).
- Aranja Müller, Alexandra K. Zaby, Research joint ventures and technological proximity, Research Policy, 10.1016/j.respol.2018.12.006, (2019).
- David S. Abrams, Ufuk Akcigit, Gokhan Oz, Jeremy Pearce, The Patent Troll: Benign Middleman or Stick-Up Artist?, SSRN Electronic Journal, 10.2139/ssrn.3361215, (2019).
- Alex Coad, Persistent heterogeneity of R&D intensities within sectors: Evidence and policy implications, Research Policy, 10.1016/j.respol.2018.07.018, 48, 1, (37-50), (2019).
- Yongqiang Chu, Xuan Tian, Wenyu Wang, Corporate Innovation Along the Supply Chain, Management Science, 10.1287/mnsc.2017.2924, 65, 6, (2445-2466), (2019).
- Luigi Aldieri, Fabio Carlucci, Concetto Paolo Vinci, Tan Yigitcanlar, Environmental innovation, knowledge spillovers and policy implications: A systematic review of the economic effects literature, Journal of Cleaner Production, 10.1016/j.jclepro.2019.118051, (118051), (2019).
- Jaesik Lee, Chulung Lee, Jaejin Kim, Seiho Kim, Hyeonu Im, An Empirical Study on the Effect of Innovation Financing on Technology Innovation Competency, Journal of Electronic Commerce in Organizations, 10.4018/JECO.2019010101, 17, 1, (1-15), (2019).
- Stephen Glaeser, Wayne R. Landsman, Deterrent Disclosure, SSRN Electronic Journal, 10.2139/ssrn.3342691, (2019).
- Cristiano Antonelli, Cristiano Antonelli, Toward a New Knowledge Policy, The Knowledge Growth Regime, 10.1007/978-3-030-05508-0, (143-166), (2019).
- Nicolás Figueroa, Carlos J. Serrano, Patent trading flows of small and large firms, Research Policy, 10.1016/j.respol.2019.03.002, (2019).
- Francesco Bianchi, Howard Kung, Gonzalo Morales, Growth, slowdowns, and recoveries, Journal of Monetary Economics, 10.1016/j.jmoneco.2018.07.001, 101, (47-63), (2019).
- Bruno Pellegrino, Product Differentiation, Market Power and Resource Allocation, SSRN Electronic Journal, 10.2139/ssrn.3329688, (2019).
- Franco Fiordelisi, Luc Renneboog, Ornella Ricci, Saverio Stentella Lopes, Creative Corporate Culture and Innovation, Journal of International Financial Markets, Institutions and Money, 10.1016/j.intfin.2019.101137, (101137), (2019).
- Keith Fuglie, Madhur Gautam, Aparajita Goyal, William F. Maloney, Keith Fuglie, Madhur Gautam, Aparajita Goyal, William F. Maloney, Investing in Innovation, Harvesting Prosperity: Technology and Productivity Growth in Agriculture, 10.1596/978-1-4648-1393-1, (95-146), (2019).
- Metin Sengul, Organization design as a competitive choice: an application to the study of innovation, Journal of Organization Design, 10.1186/s41469-019-0063-8, 8, 1, (2019).
- Dien Giau Bui, Yehning Chen, Chih-Yung Lin, Tse-Chun Lin, R&D Expenditure as a Response to Peer Influence, SSRN Electronic Journal, 10.2139/ssrn.3412770, (2019).
- Irem Guceri, Li Liu, Effectiveness of Fiscal Incentives for R&D: Quasi-experimental Evidence, American Economic Journal: Economic Policy, 10.1257/pol.20170403, 11, 1, (266-291), (2019).
- Masahito Ambashi, Pierre Régibeau, Katharine E. Rockett, Grantbacks, Territorial Restraints, and Innovation, International Journal of Industrial Organization, 10.1016/j.ijindorg.2019.102534, (102534), (2019).
- Szu-Yin (Jennifer) Wu, Kee H. Chung, Corporate Innovation, Likelihood to be Acquired, and Takeover Premiums, Journal of Banking & Finance, 10.1016/j.jbankfin.2019.105634, (105634), (2019).
- MAHDIYEH ENTEZARKHEIR, PATENT OWNERSHIP FRAGMENTATION AND MARKET VALUE: AN EMPIRICAL ANALYSIS, International Journal of Innovation Management, 10.1142/S1363919619500129, 23, 02, (1950012), (2019).
- Nicholas Bloom, John Van Reenen, Heidi Williams, A Toolkit of Policies to Promote Innovation, Journal of Economic Perspectives, 10.1257/jep.33.3.163, 33, 3, (163-184), (2019).
- Paul Hünermund, Dirk Czarnitzki, Estimating the causal effect of R&D subsidies in a pan-European program, Research Policy, 10.1016/j.respol.2018.08.001, 48, 1, (115-124), (2019).
- Pian Shu, Claudia Steinwender, The Impact of Trade Liberalization on Firm Productivity and Innovation, Innovation Policy and the Economy, 10.1086/699932, 19, (39-68), (2019).
- Bodo Knoll, Nadine Riedel, Thomas Schwab, Maximilian Todtenhaupt, Johannes Voget, Cross-Border Effects of R&D Tax Incentives, SSRN Electronic Journal, 10.2139/ssrn.3484384, (2019).
- Martin Rotemberg, Equilibrium Effects of Firm Subsidies, American Economic Review, 10.1257/aer.20171840, 109, 9, (3475-3513), (2019).
- Evangelia Chalioti, Spillover feedback loops and strategic complements in R&D, Journal of Public Economic Theory, 10.1111/jpet.12397, 21, 6, (1126-1142), (2019).
- Kazuo Ogawa, Elmer Sterken, Ichiro Tokutsu, International spillovers of R&D and marginal social returns, Review of International Economics, 10.1111/roie.12404, 27, 3, (936-954), (2019).
- Heejung Byun, Joseph Raffiee, Martin Ganco, Discontinuities in the Value of Relational Capital: The Effects on Employee Entrepreneurship and Mobility, Organization Science, 10.1287/orsc.2018.1262, (2019).
- William Grieser, Zack Liu, Corporate Investment and Innovation in the Presence of Competitor Constraints, The Review of Financial Studies, 10.1093/rfs/hhz021, (2019).
- Minjung Kim, Moon Jung Choi, R&D spillover effects on firms’ export behavior: evidence from South Korea, Applied Economics, 10.1080/00036846.2018.1564120, (1-15), (2019).
- Sudip Datta, Anand Jha, Manoj Kulchania, On accounting’s twenty-first century challenge: evidence on the relation between intangible assets and audit fees, Review of Quantitative Finance and Accounting, 10.1007/s11156-019-00839-y, (2019).
- Feng Liu, Kwangtae Park, Unjung Whang, Organizational Capabilities, Export Growth and Job Creation: An Investigation of Korean SMEs, Sustainability, 10.3390/su11143986, 11, 14, (3986), (2019).
- Geoff Mason, Ana Rincon-Aznar, Francesco Venturini, Which skills contribute most to absorptive capacity, innovation and productivity performance? Evidence from the US and Western Europe, Economics of Innovation and New Technology, 10.1080/10438599.2019.1610547, (1-19), (2019).
- Alex Bell, Raj Chetty, Xavier Jaravel, Neviana Petkova, John Van Reenen, Do Tax Cuts Produce more Einsteins? The Impacts of Financial Incentives VerSus Exposure to Innovation on the Supply of Inventors, Journal of the European Economic Association, 10.1093/jeea/jvz013, (2019).
- Dongyeol Lee, The role of R&D and input trade in productivity growth: innovation and technology spillovers, The Journal of Technology Transfer, 10.1007/s10961-019-09717-0, (2019).
- Patrick Kline, Neviana Petkova, Heidi Williams, Owen Zidar, Who Profits from Patents? Rent-Sharing at Innovative Firms*, The Quarterly Journal of Economics, 10.1093/qje/qjz011, (2019).
- Petr Sedláček, Creative Destruction and Uncertainty, Journal of the European Economic Association, 10.1093/jeea/jvz047, (2019).
- Nebojša Stojčić, Edvard Orlić, Spatial dependence, foreign investment and productivity spillovers in new EU member states, Regional Studies, 10.1080/00343404.2019.1653451, (1-12), (2019).
- Kai Li, Jiaping Qiu, Jin Wang, Technology Conglomeration, Strategic Alliances, and Corporate Innovation, Management Science, 10.1287/mnsc.2018.3085, (2019).
- Song Ma, The Life Cycle of Corporate Venture Capital, The Review of Financial Studies, 10.1093/rfs/hhz042, (2019).
- Kathryn Rudie Harrigan, Yunzhe Fang, The financial benefits of persistently high forward citations, The Journal of Technology Transfer, 10.1007/s10961-019-09718-z, (2019).
- Eleonora Bartoloni, Maurizio Baussola, Is there a profit premium for market-oriented firms? A panel data investigation, Economics of Innovation and New Technology, 10.1080/10438599.2019.1636451, (1-21), (2019).
- Sandeep Kumar Gupta, Shivam Gupta, Pavitra Dhamija, An empirical study on productivity analysis of Indian leather industry, Benchmarking: An International Journal, 10.1108/BIJ-06-2018-0156, (2019).
- Nicholas Bloom, John Van Reenen, Heidi Williams, A toolkit of policies to promote innovation, Voprosy Ekonomiki, 10.32609/0042-8736-2019-10-5-31, 10, (5-31), (2019).
- Mafini Dosso, Antonio Vezzani, Firm market valuation and intellectual property assets, Industry and Innovation, 10.1080/13662716.2019.1685374, (1-25), (2019).
- See more




